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Research on Machine Learning

Machine Learning (ML)

Machine learning algorithms use experience to improve their performance on a given task. In practice, usually "experience" is understood as data, and performance is measured according to the task at hand. Our main research directions on ML include the following areas:

Probabilistic Graphical Models (PGMs)

Neural Networks

Natural Language Processing (NLP)

Classification, regression, imputation, and data augmentation methods